{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How to use the API \n",
    "The Vektorius API allows you to work with tabular data to perform complex analysis remotely and view the results locally. It uses a fluent DSL for executing remote queries with a Pandas-like interface so that working with remote and local data feels the same. One of the big benefits of Vektorius is support for Geospatial operations both remotely, and locally!\n",
    "\n",
    "## Data\n",
    "You can work with a few different tables:\n",
    "- `ports`\n",
    "- `vessels`\n",
    "- `voyages`\n",
    "- `voyages_routes`\n",
    "\n",
    "You'll see a few different ways to use data in these tables as you work through these tutorials, but you can do a lot more than is laid out here!\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Client\n",
    "The `vector` client provides access to the Vektorius API."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from descarteslabs.vektorius import vector\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DatabaseTable\n",
    "To start working with data you need to get a `DatabaseTable`.\n",
    "\n",
    "###### NOTE\n",
    "If you want to see the SVG images, you'll need to `pip install graphviz` into your environment, otherwise you'll only see `str` representations of expressions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatabaseTable[table]\n",
       "  name: ports\n",
       "  schema:\n",
       "    index_number : int64\n",
       "    region_number : int64\n",
       "    region_name : string\n",
       "    port_name : string\n",
       "    country : string\n",
       "    port_location : geography\n",
       "    harbor_size : string\n",
       "    harbor_type : string\n",
       "    shelter_afforded : string\n",
       "    entry_tide : boolean\n",
       "    entry_swell : boolean\n",
       "    entry_ice : boolean\n",
       "    entry_other : boolean\n",
       "    overhead_limit : boolean\n",
       "    channel_depth : string\n",
       "    anchorage_depth : string\n",
       "    cargo_pier_depth : string\n",
       "    cargo_oil_depth : string\n",
       "    tide_range : int64\n",
       "    max_vessel_size : string\n",
       "    good_holding_ground : boolean\n",
       "    turning_area : boolean\n",
       "    eta_message_required : boolean\n",
       "    tug_salvage : boolean\n",
       "    tug_assist : boolean\n",
       "    cargo_wharf : boolean\n",
       "    cargo_anchor : boolean\n",
       "    cargo_med_moor : boolean\n",
       "    cargo_beach_moor : boolean\n",
       "    cargo_ice_moor : boolean\n",
       "    garbage_dispose : boolean\n",
       "    degauss : boolean\n",
       "    dirty_ballast : boolean\n",
       "    crane_fixed : boolean\n",
       "    crane_mobile : boolean\n",
       "    crane_float : boolean\n",
       "    lift_100_tons : boolean\n",
       "    lift_50_100_tons : boolean\n",
       "    lift_25_49_tons : boolean\n",
       "    lift_0_24_tons : boolean\n",
       "    services_longshore : boolean\n",
       "    services_electrical : boolean\n",
       "    services_steam : boolean\n",
       "    services_nav_equip : boolean\n",
       "    services_electrical_repair : boolean\n",
       "    provisions : boolean\n",
       "    water : boolean\n",
       "    fuel_oil : boolean\n",
       "    diesel : boolean\n",
       "    deck_supplies : boolean\n",
       "    eng_supplies : boolean\n",
       "    repair_types : string\n",
       "    dry_dock_types : string\n",
       "    railway_types : string\n",
       "    port_geom : geography\n",
       "    port_code : string\n",
       "    port_aoi : geography\n",
       "    PARTITIONTIME : timestamp"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ports = vector.table(\"ports\")\n",
    "ports"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When you first get a `DatabaseTable` you don't actually fetch any data, instead you create an `Expression`. For the most part, you can think of an `Expression` as a database query. `DatabaseTable` is one of many different types of `Expression`s and it contains some _super_ helpful information about the schema that the data conforms to (and if you're familiar with SQL, a `DatabaseTable` is like the super simple `SELECT * FROM mytable;`).\n",
    "\n",
    "So, if an `Expression` is just a query, how do we run it and interact with the results? To do that, we need to `execute` our `Expression`. `execute` tells our remote data source to run our `Expression` and return a GeoPandas `GeoDataFrame` containing the results.  A key idea to remember is: before you `execute` you're working with `Expression`s, and after you've got a `GeoDataFrame`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index_number</th>\n",
       "      <th>region_number</th>\n",
       "      <th>region_name</th>\n",
       "      <th>port_name</th>\n",
       "      <th>country</th>\n",
       "      <th>port_location</th>\n",
       "      <th>harbor_size</th>\n",
       "      <th>harbor_type</th>\n",
       "      <th>shelter_afforded</th>\n",
       "      <th>entry_tide</th>\n",
       "      <th>...</th>\n",
       "      <th>diesel</th>\n",
       "      <th>deck_supplies</th>\n",
       "      <th>eng_supplies</th>\n",
       "      <th>repair_types</th>\n",
       "      <th>dry_dock_types</th>\n",
       "      <th>railway_types</th>\n",
       "      <th>port_geom</th>\n",
       "      <th>port_code</th>\n",
       "      <th>port_aoi</th>\n",
       "      <th>PARTITIONTIME</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>KING ABDULLAH</td>\n",
       "      <td>SA</td>\n",
       "      <td>POINT (39.09416 22.52477)</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>POLYGON ((39.10753 22.522335, 39.10775 22.5228...</td>\n",
       "      <td>SAKAC</td>\n",
       "      <td>POLYGON ((39.0989091472849 22.50744699627, 39....</td>\n",
       "      <td>2020-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>WIEN</td>\n",
       "      <td>AT</td>\n",
       "      <td>POINT (16.40650 48.23430)</td>\n",
       "      <td>M</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>POLYGON ((16.4907283333 48.171115, 16.48960666...</td>\n",
       "      <td>ATVIE</td>\n",
       "      <td>POLYGON ((16.4726744068688 48.1591209800016, 1...</td>\n",
       "      <td>2020-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>TARAKAN ISLAND</td>\n",
       "      <td>ID</td>\n",
       "      <td>POINT (117.63330 3.23330)</td>\n",
       "      <td>M</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>POLYGON ((117.703225 3.28043, 117.5883333333 3...</td>\n",
       "      <td>IDTRK</td>\n",
       "      <td>POLYGON ((117.627513229955 3.33333376916332, 1...</td>\n",
       "      <td>2020-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>BAKU</td>\n",
       "      <td>AZ</td>\n",
       "      <td>POINT (49.85000 40.36660)</td>\n",
       "      <td>M</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>POLYGON ((49.8390366667 40.293695, 49.90085666...</td>\n",
       "      <td>AZBAK</td>\n",
       "      <td>POLYGON ((49.8662541932745 40.2825737811708, 4...</td>\n",
       "      <td>2020-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>SEPETIVA</td>\n",
       "      <td>BR</td>\n",
       "      <td>POINT (-43.83330 -22.93330)</td>\n",
       "      <td>M</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>POLYGON ((-43.7883333333 -22.955, -43.784835 -...</td>\n",
       "      <td>BRSEP</td>\n",
       "      <td>POLYGON ((-43.772457240577 -22.99020030132, -4...</td>\n",
       "      <td>2020-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>FORTALEZA</td>\n",
       "      <td>BR</td>\n",
       "      <td>POINT (-38.55000 -3.68330)</td>\n",
       "      <td>M</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>POLYGON ((-38.4834383333 -3.7109516667, -38.48...</td>\n",
       "      <td>BRFOR</td>\n",
       "      <td>POLYGON ((-38.4831745710528 -3.7258215198179, ...</td>\n",
       "      <td>2020-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>JIUJIANG</td>\n",
       "      <td>CN</td>\n",
       "      <td>POINT (115.98330 29.73330)</td>\n",
       "      <td>S</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>POLYGON ((115.9439633333 29.7152433333, 115.95...</td>\n",
       "      <td>CNJIU</td>\n",
       "      <td>POLYGON ((115.978533349642 29.7765027206866, 1...</td>\n",
       "      <td>2020-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>TANJUNG BARA COAL TERMINAL</td>\n",
       "      <td>ID</td>\n",
       "      <td>POINT (117.65000 0.51660)</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>POLYGON ((117.658333333333 0.5, 117.65945 0.50...</td>\n",
       "      <td>IDTBA</td>\n",
       "      <td>POLYGON ((117.648872147239 0.537040859557018, ...</td>\n",
       "      <td>2020-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>KARLSRUHE</td>\n",
       "      <td>DE</td>\n",
       "      <td>POINT (8.30000 49.01660)</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>POLYGON ((8.3266016667 49.0102666667, 8.327833...</td>\n",
       "      <td>DEKAE</td>\n",
       "      <td>POLYGON ((8.3155729710407 49.0022746054635, 8....</td>\n",
       "      <td>2020-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>PONTA UBU</td>\n",
       "      <td>BR</td>\n",
       "      <td>POINT (-40.58330 -20.78330)</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>POLYGON ((-40.57 -20.7866666667, -40.57 -20.78...</td>\n",
       "      <td>BRPOU</td>\n",
       "      <td>POLYGON ((-40.5711935259627 -20.7951455005406,...</td>\n",
       "      <td>2020-06-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   index_number  region_number region_name                   port_name  \\\n",
       "0           NaN            NaN        None               KING ABDULLAH   \n",
       "1           NaN            NaN        None                        WIEN   \n",
       "2           NaN            NaN        None              TARAKAN ISLAND   \n",
       "3           NaN            NaN        None                        BAKU   \n",
       "4           NaN            NaN        None                    SEPETIVA   \n",
       "5           NaN            NaN        None                   FORTALEZA   \n",
       "6           NaN            NaN        None                    JIUJIANG   \n",
       "7           NaN            NaN        None  TANJUNG BARA COAL TERMINAL   \n",
       "8           NaN            NaN        None                   KARLSRUHE   \n",
       "9           NaN            NaN        None                   PONTA UBU   \n",
       "\n",
       "  country                port_location harbor_size harbor_type  \\\n",
       "0      SA    POINT (39.09416 22.52477)           V        None   \n",
       "1      AT    POINT (16.40650 48.23430)           M        None   \n",
       "2      ID    POINT (117.63330 3.23330)           M        None   \n",
       "3      AZ    POINT (49.85000 40.36660)           M        None   \n",
       "4      BR  POINT (-43.83330 -22.93330)           M        None   \n",
       "5      BR   POINT (-38.55000 -3.68330)           M        None   \n",
       "6      CN   POINT (115.98330 29.73330)           S        None   \n",
       "7      ID    POINT (117.65000 0.51660)           V        None   \n",
       "8      DE     POINT (8.30000 49.01660)           V        None   \n",
       "9      BR  POINT (-40.58330 -20.78330)           V        None   \n",
       "\n",
       "  shelter_afforded entry_tide  ... diesel deck_supplies eng_supplies  \\\n",
       "0             None       None  ...   None          None         None   \n",
       "1             None       None  ...   None          None         None   \n",
       "2             None       None  ...   None          None         None   \n",
       "3             None       None  ...   None          None         None   \n",
       "4             None       None  ...   None          None         None   \n",
       "5             None       None  ...   None          None         None   \n",
       "6             None       None  ...   None          None         None   \n",
       "7             None       None  ...   None          None         None   \n",
       "8             None       None  ...   None          None         None   \n",
       "9             None       None  ...   None          None         None   \n",
       "\n",
       "  repair_types dry_dock_types railway_types  \\\n",
       "0         None           None          None   \n",
       "1         None           None          None   \n",
       "2         None           None          None   \n",
       "3         None           None          None   \n",
       "4         None           None          None   \n",
       "5         None           None          None   \n",
       "6         None           None          None   \n",
       "7         None           None          None   \n",
       "8         None           None          None   \n",
       "9         None           None          None   \n",
       "\n",
       "                                           port_geom port_code  \\\n",
       "0  POLYGON ((39.10753 22.522335, 39.10775 22.5228...     SAKAC   \n",
       "1  POLYGON ((16.4907283333 48.171115, 16.48960666...     ATVIE   \n",
       "2  POLYGON ((117.703225 3.28043, 117.5883333333 3...     IDTRK   \n",
       "3  POLYGON ((49.8390366667 40.293695, 49.90085666...     AZBAK   \n",
       "4  POLYGON ((-43.7883333333 -22.955, -43.784835 -...     BRSEP   \n",
       "5  POLYGON ((-38.4834383333 -3.7109516667, -38.48...     BRFOR   \n",
       "6  POLYGON ((115.9439633333 29.7152433333, 115.95...     CNJIU   \n",
       "7  POLYGON ((117.658333333333 0.5, 117.65945 0.50...     IDTBA   \n",
       "8  POLYGON ((8.3266016667 49.0102666667, 8.327833...     DEKAE   \n",
       "9  POLYGON ((-40.57 -20.7866666667, -40.57 -20.78...     BRPOU   \n",
       "\n",
       "                                            port_aoi PARTITIONTIME  \n",
       "0  POLYGON ((39.0989091472849 22.50744699627, 39....    2020-06-01  \n",
       "1  POLYGON ((16.4726744068688 48.1591209800016, 1...    2020-06-01  \n",
       "2  POLYGON ((117.627513229955 3.33333376916332, 1...    2020-06-01  \n",
       "3  POLYGON ((49.8662541932745 40.2825737811708, 4...    2020-06-01  \n",
       "4  POLYGON ((-43.772457240577 -22.99020030132, -4...    2020-06-01  \n",
       "5  POLYGON ((-38.4831745710528 -3.7258215198179, ...    2020-06-01  \n",
       "6  POLYGON ((115.978533349642 29.7765027206866, 1...    2020-06-01  \n",
       "7  POLYGON ((117.648872147239 0.537040859557018, ...    2020-06-01  \n",
       "8  POLYGON ((8.3155729710407 49.0022746054635, 8....    2020-06-01  \n",
       "9  POLYGON ((-40.5711935259627 -20.7951455005406,...    2020-06-01  \n",
       "\n",
       "[10 rows x 58 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = ports.limit(10).execute()\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Column Selection\n",
    "Sometimes it useful to fetch all the columns from a table, but most of the time, you'll only need a few columns. In general it's best to _only_ fetch data from the columns that you need.  You can pick which columns you want in your `DataFrame` by creating a new type of `Expression` called a `Selection`.  Our `Selection` is related to the original `DatabaseTable`, but only contains a subset of it's columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ref_0\n",
       "DatabaseTable[table]\n",
       "  name: ports\n",
       "  schema:\n",
       "    index_number : int64\n",
       "    region_number : int64\n",
       "    region_name : string\n",
       "    port_name : string\n",
       "    country : string\n",
       "    port_location : geography\n",
       "    harbor_size : string\n",
       "    harbor_type : string\n",
       "    shelter_afforded : string\n",
       "    entry_tide : boolean\n",
       "    entry_swell : boolean\n",
       "    entry_ice : boolean\n",
       "    entry_other : boolean\n",
       "    overhead_limit : boolean\n",
       "    channel_depth : string\n",
       "    anchorage_depth : string\n",
       "    cargo_pier_depth : string\n",
       "    cargo_oil_depth : string\n",
       "    tide_range : int64\n",
       "    max_vessel_size : string\n",
       "    good_holding_ground : boolean\n",
       "    turning_area : boolean\n",
       "    eta_message_required : boolean\n",
       "    tug_salvage : boolean\n",
       "    tug_assist : boolean\n",
       "    cargo_wharf : boolean\n",
       "    cargo_anchor : boolean\n",
       "    cargo_med_moor : boolean\n",
       "    cargo_beach_moor : boolean\n",
       "    cargo_ice_moor : boolean\n",
       "    garbage_dispose : boolean\n",
       "    degauss : boolean\n",
       "    dirty_ballast : boolean\n",
       "    crane_fixed : boolean\n",
       "    crane_mobile : boolean\n",
       "    crane_float : boolean\n",
       "    lift_100_tons : boolean\n",
       "    lift_50_100_tons : boolean\n",
       "    lift_25_49_tons : boolean\n",
       "    lift_0_24_tons : boolean\n",
       "    services_longshore : boolean\n",
       "    services_electrical : boolean\n",
       "    services_steam : boolean\n",
       "    services_nav_equip : boolean\n",
       "    services_electrical_repair : boolean\n",
       "    provisions : boolean\n",
       "    water : boolean\n",
       "    fuel_oil : boolean\n",
       "    diesel : boolean\n",
       "    deck_supplies : boolean\n",
       "    eng_supplies : boolean\n",
       "    repair_types : string\n",
       "    dry_dock_types : string\n",
       "    railway_types : string\n",
       "    port_geom : geography\n",
       "    port_code : string\n",
       "    port_aoi : geography\n",
       "    PARTITIONTIME : timestamp\n",
       "\n",
       "Selection[table]\n",
       "  table:\n",
       "    Table: ref_0\n",
       "  selections:\n",
       "    port_name = Column[string*] 'port_name' from table\n",
       "      ref_0\n",
       "    port_geom = Column[geography*] 'port_geom' from table\n",
       "      ref_0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ports_info = ports[ports.port_name, ports.port_geom]\n",
    "ports_info"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When you `execute` the `Selection`, you get a very different `GeoDataFrame` back:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>port_name</th>\n",
       "      <th>port_geom</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KING ABDULLAH</td>\n",
       "      <td>POLYGON ((39.10753 22.52234, 39.10775 22.52286...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WIEN</td>\n",
       "      <td>POLYGON ((16.49073 48.17112, 16.48961 48.17192...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TARAKAN ISLAND</td>\n",
       "      <td>POLYGON ((117.70323 3.28043, 117.58833 3.28500...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BAKU</td>\n",
       "      <td>POLYGON ((49.83904 40.29369, 49.90086 40.30526...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SEPETIVA</td>\n",
       "      <td>POLYGON ((-43.78833 -22.95500, -43.78484 -22.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>FORTALEZA</td>\n",
       "      <td>POLYGON ((-38.48344 -3.71095, -38.48248 -3.710...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>JIUJIANG</td>\n",
       "      <td>POLYGON ((115.94396 29.71524, 115.95000 29.716...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>TANJUNG BARA COAL TERMINAL</td>\n",
       "      <td>POLYGON ((117.65833 0.50000, 117.65945 0.50063...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>KARLSRUHE</td>\n",
       "      <td>POLYGON ((8.32660 49.01027, 8.32783 49.01267, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>PONTA UBU</td>\n",
       "      <td>POLYGON ((-40.57000 -20.78667, -40.57000 -20.7...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    port_name  \\\n",
       "0               KING ABDULLAH   \n",
       "1                        WIEN   \n",
       "2              TARAKAN ISLAND   \n",
       "3                        BAKU   \n",
       "4                    SEPETIVA   \n",
       "5                   FORTALEZA   \n",
       "6                    JIUJIANG   \n",
       "7  TANJUNG BARA COAL TERMINAL   \n",
       "8                   KARLSRUHE   \n",
       "9                   PONTA UBU   \n",
       "\n",
       "                                           port_geom  \n",
       "0  POLYGON ((39.10753 22.52234, 39.10775 22.52286...  \n",
       "1  POLYGON ((16.49073 48.17112, 16.48961 48.17192...  \n",
       "2  POLYGON ((117.70323 3.28043, 117.58833 3.28500...  \n",
       "3  POLYGON ((49.83904 40.29369, 49.90086 40.30526...  \n",
       "4  POLYGON ((-43.78833 -22.95500, -43.78484 -22.9...  \n",
       "5  POLYGON ((-38.48344 -3.71095, -38.48248 -3.710...  \n",
       "6  POLYGON ((115.94396 29.71524, 115.95000 29.716...  \n",
       "7  POLYGON ((117.65833 0.50000, 117.65945 0.50063...  \n",
       "8  POLYGON ((8.32660 49.01027, 8.32783 49.01267, ...  \n",
       "9  POLYGON ((-40.57000 -20.78667, -40.57000 -20.7...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = ports_info.limit(10).execute()\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Column Selection` is an important part of writing clear, performant queries, remember to return _only_ the columns you care about!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Filtering\n",
    "Just like with columns, you usually don't care about _all_ the rows in a `DatabaseTable`.  You probably want to `Filter` out rows that aren't important for your analysis. To do this, you can use the aptly named `filter` method to create a `Selection` that `Filters` rows.  The Python comparison operators (`==`, `!=`, `>`, `>=`, `<`, `<=`) all work for constructing `Filters`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ref_0\n",
       "DatabaseTable[table]\n",
       "  name: ports\n",
       "  schema:\n",
       "    index_number : int64\n",
       "    region_number : int64\n",
       "    region_name : string\n",
       "    port_name : string\n",
       "    country : string\n",
       "    port_location : geography\n",
       "    harbor_size : string\n",
       "    harbor_type : string\n",
       "    shelter_afforded : string\n",
       "    entry_tide : boolean\n",
       "    entry_swell : boolean\n",
       "    entry_ice : boolean\n",
       "    entry_other : boolean\n",
       "    overhead_limit : boolean\n",
       "    channel_depth : string\n",
       "    anchorage_depth : string\n",
       "    cargo_pier_depth : string\n",
       "    cargo_oil_depth : string\n",
       "    tide_range : int64\n",
       "    max_vessel_size : string\n",
       "    good_holding_ground : boolean\n",
       "    turning_area : boolean\n",
       "    eta_message_required : boolean\n",
       "    tug_salvage : boolean\n",
       "    tug_assist : boolean\n",
       "    cargo_wharf : boolean\n",
       "    cargo_anchor : boolean\n",
       "    cargo_med_moor : boolean\n",
       "    cargo_beach_moor : boolean\n",
       "    cargo_ice_moor : boolean\n",
       "    garbage_dispose : boolean\n",
       "    degauss : boolean\n",
       "    dirty_ballast : boolean\n",
       "    crane_fixed : boolean\n",
       "    crane_mobile : boolean\n",
       "    crane_float : boolean\n",
       "    lift_100_tons : boolean\n",
       "    lift_50_100_tons : boolean\n",
       "    lift_25_49_tons : boolean\n",
       "    lift_0_24_tons : boolean\n",
       "    services_longshore : boolean\n",
       "    services_electrical : boolean\n",
       "    services_steam : boolean\n",
       "    services_nav_equip : boolean\n",
       "    services_electrical_repair : boolean\n",
       "    provisions : boolean\n",
       "    water : boolean\n",
       "    fuel_oil : boolean\n",
       "    diesel : boolean\n",
       "    deck_supplies : boolean\n",
       "    eng_supplies : boolean\n",
       "    repair_types : string\n",
       "    dry_dock_types : string\n",
       "    railway_types : string\n",
       "    port_geom : geography\n",
       "    port_code : string\n",
       "    port_aoi : geography\n",
       "    PARTITIONTIME : timestamp\n",
       "\n",
       "Selection[table]\n",
       "  table:\n",
       "    Table: ref_0\n",
       "  predicates:\n",
       "    Equals[boolean*]\n",
       "      left:\n",
       "        region_name = Column[string*] 'region_name' from table\n",
       "          ref_0\n",
       "      right:\n",
       "        Literal[string]\n",
       "          CHINA"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "china_ports = ports.filter(ports.region_name == \"CHINA\")\n",
    "china_ports"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can combine `Column Selection` and `Filtering` to return _exactly_ what you need."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>port_name</th>\n",
       "      <th>harbor_size</th>\n",
       "      <th>port_geom</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>QINZHOU</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ZHANGZHOU</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>XIUYU</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CHAOZHOU</td>\n",
       "      <td>S</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GUANGZHOU</td>\n",
       "      <td>M</td>\n",
       "      <td>POLYGON ((113.47833 23.06167, 113.47992 23.064...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BEIHAI</td>\n",
       "      <td>V</td>\n",
       "      <td>POLYGON ((109.08551 21.47981, 109.08576 21.481...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>FANG-CHENG</td>\n",
       "      <td>M</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ZHANJIANG</td>\n",
       "      <td>S</td>\n",
       "      <td>POLYGON ((110.41088 21.15647, 110.42974 21.165...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>BASUO</td>\n",
       "      <td>S</td>\n",
       "      <td>POLYGON ((108.62550 19.10250, 108.62502 19.121...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>HAIKOU</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>SHEKOU</td>\n",
       "      <td>L</td>\n",
       "      <td>POLYGON ((113.90462 22.39243, 113.90728 22.393...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>HUANGPU</td>\n",
       "      <td>M</td>\n",
       "      <td>POLYGON ((113.47833 23.06167, 113.47992 23.064...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SANYA</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>CHIWAN</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>ZHUHAI</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SHUI DONG</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>YANGPU</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>DONGSHAN</td>\n",
       "      <td>S</td>\n",
       "      <td>POLYGON ((117.54252 23.71209, 117.54477 23.713...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SHAN T OU</td>\n",
       "      <td>M</td>\n",
       "      <td>POLYGON ((116.75983 23.31756, 116.76017 23.318...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>YANTIAN</td>\n",
       "      <td>M</td>\n",
       "      <td>POLYGON ((114.28167 22.54500, 114.34634 22.568...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>XIAMEN</td>\n",
       "      <td>L</td>\n",
       "      <td>POLYGON ((118.20584 24.32235, 118.20936 24.325...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>LON SHUI TERMINAL</td>\n",
       "      <td>nan</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>HUIZHOU</td>\n",
       "      <td>V</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>QUANZHOU</td>\n",
       "      <td>S</td>\n",
       "      <td>POLYGON ((118.64348 24.86517, 118.64352 24.865...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            port_name harbor_size  \\\n",
       "0             QINZHOU           V   \n",
       "1           ZHANGZHOU           V   \n",
       "2               XIUYU           V   \n",
       "3            CHAOZHOU           S   \n",
       "4           GUANGZHOU           M   \n",
       "5              BEIHAI           V   \n",
       "6          FANG-CHENG           M   \n",
       "7           ZHANJIANG           S   \n",
       "8               BASUO           S   \n",
       "9              HAIKOU           V   \n",
       "10             SHEKOU           L   \n",
       "11            HUANGPU           M   \n",
       "12              SANYA           V   \n",
       "13             CHIWAN           V   \n",
       "14             ZHUHAI           V   \n",
       "15          SHUI DONG           V   \n",
       "16             YANGPU           V   \n",
       "17           DONGSHAN           S   \n",
       "18          SHAN T OU           M   \n",
       "19            YANTIAN           M   \n",
       "20             XIAMEN           L   \n",
       "21  LON SHUI TERMINAL         nan   \n",
       "22            HUIZHOU           V   \n",
       "23           QUANZHOU           S   \n",
       "\n",
       "                                            port_geom  \n",
       "0                                                None  \n",
       "1                                                None  \n",
       "2                                                None  \n",
       "3                                                None  \n",
       "4   POLYGON ((113.47833 23.06167, 113.47992 23.064...  \n",
       "5   POLYGON ((109.08551 21.47981, 109.08576 21.481...  \n",
       "6                                                None  \n",
       "7   POLYGON ((110.41088 21.15647, 110.42974 21.165...  \n",
       "8   POLYGON ((108.62550 19.10250, 108.62502 19.121...  \n",
       "9                                                None  \n",
       "10  POLYGON ((113.90462 22.39243, 113.90728 22.393...  \n",
       "11  POLYGON ((113.47833 23.06167, 113.47992 23.064...  \n",
       "12                                               None  \n",
       "13                                               None  \n",
       "14                                               None  \n",
       "15                                               None  \n",
       "16                                               None  \n",
       "17  POLYGON ((117.54252 23.71209, 117.54477 23.713...  \n",
       "18  POLYGON ((116.75983 23.31756, 116.76017 23.318...  \n",
       "19  POLYGON ((114.28167 22.54500, 114.34634 22.568...  \n",
       "20  POLYGON ((118.20584 24.32235, 118.20936 24.325...  \n",
       "21                                               None  \n",
       "22                                               None  \n",
       "23  POLYGON ((118.64348 24.86517, 118.64352 24.865...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "china_ports_projection = china_ports[china_ports.port_name, china_ports.harbor_size, china_ports.port_geom]\n",
    "df = china_ports_projection.execute()\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Filters` can be combined in some pretty complex ways, so it's often useful to construct your `Filter` _before_ applying it, to make things a little more readble. You can use bitwise `&` and `|` to combine expressions, and `()` groupings to enforce precendence.\n",
    "\n",
    " Say you're interested in finding Ports in China with `Excellent` or `Good` shelter _OR_ Ports in China of any shelter but with a low tide range. You can construct the `Filter` `Expressions` before applying the `Filter` to make nice clean statements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>port_name</th>\n",
       "      <th>port_geom</th>\n",
       "      <th>shelter_afforded</th>\n",
       "      <th>tide_range</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CHAOZHOU</td>\n",
       "      <td>None</td>\n",
       "      <td>F</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GUANGZHOU</td>\n",
       "      <td>POLYGON ((113.47833 23.06167, 113.47992 23.064...</td>\n",
       "      <td>G</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BEIHAI</td>\n",
       "      <td>POLYGON ((109.08551 21.47981, 109.08576 21.481...</td>\n",
       "      <td>G</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FANG-CHENG</td>\n",
       "      <td>None</td>\n",
       "      <td>G</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ZHANJIANG</td>\n",
       "      <td>POLYGON ((110.41088 21.15647, 110.42974 21.165...</td>\n",
       "      <td>G</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BASUO</td>\n",
       "      <td>POLYGON ((108.62550 19.10250, 108.62502 19.121...</td>\n",
       "      <td>G</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>HAIKOU</td>\n",
       "      <td>None</td>\n",
       "      <td>F</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SHEKOU</td>\n",
       "      <td>POLYGON ((113.90462 22.39243, 113.90728 22.393...</td>\n",
       "      <td>G</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>HUANGPU</td>\n",
       "      <td>POLYGON ((113.47833 23.06167, 113.47992 23.064...</td>\n",
       "      <td>F</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SANYA</td>\n",
       "      <td>None</td>\n",
       "      <td>F</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CHIWAN</td>\n",
       "      <td>None</td>\n",
       "      <td>F</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ZHUHAI</td>\n",
       "      <td>None</td>\n",
       "      <td>G</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SHUI DONG</td>\n",
       "      <td>None</td>\n",
       "      <td>F</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>YANGPU</td>\n",
       "      <td>None</td>\n",
       "      <td>P</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>DONGSHAN</td>\n",
       "      <td>POLYGON ((117.54252 23.71209, 117.54477 23.713...</td>\n",
       "      <td>F</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SHAN T OU</td>\n",
       "      <td>POLYGON ((116.75983 23.31756, 116.76017 23.318...</td>\n",
       "      <td>E</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>YANTIAN</td>\n",
       "      <td>POLYGON ((114.28167 22.54500, 114.34634 22.568...</td>\n",
       "      <td>E</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>XIAMEN</td>\n",
       "      <td>POLYGON ((118.20584 24.32235, 118.20936 24.325...</td>\n",
       "      <td>G</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>LON SHUI TERMINAL</td>\n",
       "      <td>None</td>\n",
       "      <td>P</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>HUIZHOU</td>\n",
       "      <td>None</td>\n",
       "      <td>F</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            port_name                                          port_geom  \\\n",
       "0            CHAOZHOU                                               None   \n",
       "1           GUANGZHOU  POLYGON ((113.47833 23.06167, 113.47992 23.064...   \n",
       "2              BEIHAI  POLYGON ((109.08551 21.47981, 109.08576 21.481...   \n",
       "3          FANG-CHENG                                               None   \n",
       "4           ZHANJIANG  POLYGON ((110.41088 21.15647, 110.42974 21.165...   \n",
       "5               BASUO  POLYGON ((108.62550 19.10250, 108.62502 19.121...   \n",
       "6              HAIKOU                                               None   \n",
       "7              SHEKOU  POLYGON ((113.90462 22.39243, 113.90728 22.393...   \n",
       "8             HUANGPU  POLYGON ((113.47833 23.06167, 113.47992 23.064...   \n",
       "9               SANYA                                               None   \n",
       "10             CHIWAN                                               None   \n",
       "11             ZHUHAI                                               None   \n",
       "12          SHUI DONG                                               None   \n",
       "13             YANGPU                                               None   \n",
       "14           DONGSHAN  POLYGON ((117.54252 23.71209, 117.54477 23.713...   \n",
       "15          SHAN T OU  POLYGON ((116.75983 23.31756, 116.76017 23.318...   \n",
       "16            YANTIAN  POLYGON ((114.28167 22.54500, 114.34634 22.568...   \n",
       "17             XIAMEN  POLYGON ((118.20584 24.32235, 118.20936 24.325...   \n",
       "18  LON SHUI TERMINAL                                               None   \n",
       "19            HUIZHOU                                               None   \n",
       "\n",
       "   shelter_afforded  tide_range  \n",
       "0                 F           2  \n",
       "1                 G           2  \n",
       "2                 G           3  \n",
       "3                 G           4  \n",
       "4                 G           2  \n",
       "5                 G           2  \n",
       "6                 F           1  \n",
       "7                 G           1  \n",
       "8                 F           2  \n",
       "9                 F           0  \n",
       "10                F           2  \n",
       "11                G           1  \n",
       "12                F           2  \n",
       "13                P           2  \n",
       "14                F           2  \n",
       "15                E           2  \n",
       "16                E           1  \n",
       "17                G           5  \n",
       "18                P           0  \n",
       "19                F           1  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "well_sheltered = (china_ports.shelter_afforded == \"E\") | (china_ports.shelter_afforded == \"G\")\n",
    "low_tide_range = china_ports.tide_range < 3\n",
    "interesting_ports_filter = well_sheltered | low_tide_range\n",
    "\n",
    "my_ports = china_ports.filter(interesting_ports_filter)\n",
    "my_ports = my_ports[my_ports.port_name, my_ports.port_geom, my_ports.shelter_afforded, my_ports.tide_range]\n",
    "df = my_ports.execute()\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Column `Expressions` also provide some special methods for doing certian types of predicates for `Filters`\n",
    "\n",
    "##### List-value checking\n",
    "You can test whether a value is or is not contained in a list to avoid complex chained `|` expressions:\n",
    "\n",
    "\n",
    "`ports.shelter_afforded.isin([\"E\", \"G\"])` \n",
    "\n",
    "or \n",
    "\n",
    "`ports.shelter_afforded.notin([\"F\", \"P\"])`\n",
    "\n",
    "##### Range checking\n",
    "You can test for ranges of value with between:\n",
    "\n",
    "`ports.tide_range.between(0, 2)`\n",
    "\n",
    "##### Null testing\n",
    "Always use `isnull`/`notnull` to test for `NULL` values.  **DO NOT USE** `table.column_name is None` to do this kind of test, you'll get incorrect results\n",
    "\n",
    "`ports.port_geom.isnull()` \n",
    "\n",
    "or \n",
    "\n",
    "`ports.port_geom.notnull()`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GeoSpatial Filtering\n",
    "You can also `Filter` rows using GeoSpatial operations.  So, to find ports in an area of the South China Sea:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>port_name</th>\n",
       "      <th>port_geom</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GUANGZHOU</td>\n",
       "      <td>POLYGON ((113.47833 23.06167, 113.47992 23.064...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HONG KONG</td>\n",
       "      <td>POLYGON ((114.20500 21.85833, 114.45978 21.798...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KAO-HSIUNG</td>\n",
       "      <td>POLYGON ((120.26428 22.52848, 120.26846 22.529...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HUA-LIEN KANG</td>\n",
       "      <td>POLYGON ((121.65384 23.98984, 121.63667 24.001...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BATANGAS CITY</td>\n",
       "      <td>POLYGON ((121.05831 13.71804, 121.05749 13.721...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>MANILA</td>\n",
       "      <td>POLYGON ((120.98063 14.54560, 120.98349 14.593...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SUBIC BAY</td>\n",
       "      <td>POLYGON ((120.29000 14.79500, 120.29500 14.808...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>HAI PHONG</td>\n",
       "      <td>POLYGON ((106.76616 20.92728, 106.76613 20.927...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SU-AO</td>\n",
       "      <td>POLYGON ((121.89667 24.58167, 121.89500 24.583...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>TAI-CHUNG KANG</td>\n",
       "      <td>POLYGON ((120.39278 24.18724, 120.48425 24.222...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>MASBATE</td>\n",
       "      <td>POLYGON ((123.60739 12.37045, 123.60667 12.370...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>BEIHAI</td>\n",
       "      <td>POLYGON ((109.08551 21.47981, 109.08576 21.481...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>ZHANJIANG</td>\n",
       "      <td>POLYGON ((110.41088 21.15647, 110.42974 21.165...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>BASUO</td>\n",
       "      <td>POLYGON ((108.62550 19.10250, 108.62502 19.121...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SHEKOU</td>\n",
       "      <td>POLYGON ((113.90462 22.39243, 113.90728 22.393...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>DA NANG</td>\n",
       "      <td>POLYGON ((108.24238 16.10716, 108.24238 16.107...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>MACAU</td>\n",
       "      <td>POLYGON ((113.62754 22.11615, 113.63974 22.125...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>HUANGPU</td>\n",
       "      <td>POLYGON ((113.47833 23.06167, 113.47992 23.064...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>DONGSHAN</td>\n",
       "      <td>POLYGON ((117.54252 23.71209, 117.54477 23.713...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SHAN T OU</td>\n",
       "      <td>POLYGON ((116.75983 23.31756, 116.76017 23.318...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>YANTIAN</td>\n",
       "      <td>POLYGON ((114.28167 22.54500, 114.34634 22.568...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>XIAMEN</td>\n",
       "      <td>POLYGON ((118.20584 24.32235, 118.20936 24.325...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         port_name                                          port_geom\n",
       "0        GUANGZHOU  POLYGON ((113.47833 23.06167, 113.47992 23.064...\n",
       "1        HONG KONG  POLYGON ((114.20500 21.85833, 114.45978 21.798...\n",
       "2       KAO-HSIUNG  POLYGON ((120.26428 22.52848, 120.26846 22.529...\n",
       "3    HUA-LIEN KANG  POLYGON ((121.65384 23.98984, 121.63667 24.001...\n",
       "4    BATANGAS CITY  POLYGON ((121.05831 13.71804, 121.05749 13.721...\n",
       "5           MANILA  POLYGON ((120.98063 14.54560, 120.98349 14.593...\n",
       "6        SUBIC BAY  POLYGON ((120.29000 14.79500, 120.29500 14.808...\n",
       "7        HAI PHONG  POLYGON ((106.76616 20.92728, 106.76613 20.927...\n",
       "8            SU-AO  POLYGON ((121.89667 24.58167, 121.89500 24.583...\n",
       "9   TAI-CHUNG KANG  POLYGON ((120.39278 24.18724, 120.48425 24.222...\n",
       "10         MASBATE  POLYGON ((123.60739 12.37045, 123.60667 12.370...\n",
       "11          BEIHAI  POLYGON ((109.08551 21.47981, 109.08576 21.481...\n",
       "12       ZHANJIANG  POLYGON ((110.41088 21.15647, 110.42974 21.165...\n",
       "13           BASUO  POLYGON ((108.62550 19.10250, 108.62502 19.121...\n",
       "14          SHEKOU  POLYGON ((113.90462 22.39243, 113.90728 22.393...\n",
       "15         DA NANG  POLYGON ((108.24238 16.10716, 108.24238 16.107...\n",
       "16           MACAU  POLYGON ((113.62754 22.11615, 113.63974 22.125...\n",
       "17         HUANGPU  POLYGON ((113.47833 23.06167, 113.47992 23.064...\n",
       "18        DONGSHAN  POLYGON ((117.54252 23.71209, 117.54477 23.713...\n",
       "19       SHAN T OU  POLYGON ((116.75983 23.31756, 116.76017 23.318...\n",
       "20         YANTIAN  POLYGON ((114.28167 22.54500, 114.34634 22.568...\n",
       "21          XIAMEN  POLYGON ((118.20584 24.32235, 118.20936 24.325..."
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from shapely.geometry import shape\n",
    "\n",
    "aoi_geojson = {\n",
    "    \"type\": \"Polygon\",\n",
    "    \"coordinates\": [\n",
    "        [\n",
    "            [104.9853515625, 11.049038346537106],\n",
    "            [124.1455078125, 11.049038346537106],\n",
    "            [124.1455078125, 24.766784522874453],\n",
    "            [104.9853515625, 24.766784522874453],\n",
    "            [104.9853515625,11.049038346537106]\n",
    "        ]\n",
    "    ]\n",
    "}\n",
    "aoi = shape(aoi_geojson)\n",
    "ports_filter = ports.port_geom.intersects(aoi)\n",
    "my_ports = ports.filter(ports_filter)\n",
    "my_ports = my_ports[my_ports.port_name, my_ports.port_geom]\n",
    "my_ports = my_ports.execute()\n",
    "my_ports"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`IPyLeaflet` gives you helpers to visualize your `GeoDataFrame`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9fc906fd3edc40f9bd996f20480c9a72",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map(center=[17.853290114098012, 116.96044921875], controls=(ZoomControl(options=['position', 'zoom_in_text', '…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ipyleaflet import Map, GeoData, GeoJSON\n",
    "\n",
    "# create your map\n",
    "m = Map(center=(17.853290114098012, 116.96044921875), zoom=5)\n",
    "\n",
    "# create and configure the data layer\n",
    "geo_json = GeoData(\n",
    "    geo_dataframe=my_ports,\n",
    "    style=dict(opacity=1,\n",
    "               color=\"black\",\n",
    "               fillOpacity=0.75,\n",
    "               weight=2,\n",
    "               fillColor=\"orange\"),\n",
    "    hover_style=dict(color=\"white\",\n",
    "                     fillOpacity=0.5)\n",
    ")\n",
    "aoi = GeoJSON(\n",
    "    data=aoi_geojson,\n",
    "    style=dict(opacity=1,\n",
    "               color=\"black\",\n",
    "               fillOpacity=0.5,\n",
    "               weight=2,\n",
    "               fillColor=\"blue\"),\n",
    "    hover_style=dict(color=\"white\",\n",
    "                     fillOpacity=0.5))\n",
    "m.add_layer(aoi)\n",
    "m.add_layer(geo_json)\n",
    "m"
   ]
  },
  {
   "attachments": {
    "image-3.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### An aside, into the weeds\n",
    "Vektorius represents all GeoSpatial data in EPSG:4326 with geodesic edges between points. Because of this, `Geometries` that use planar edges (like GeoJSON) require special handling in `Filters`. When interpreting a GeoJSON `Geometry`, more points are added along edges to make to preserve the planar shape of the edge in a geodesic representation. This introduces a small amount of error, since you can't perfectly represent the planar shape with curved lines.  However, this error is much smaller than interpreting the original planar edge as a geodesic edge:\n",
    "\n",
    "![image-3.png](attachment:image-3.png)\n",
    "\n",
    "Because GeoJSON is so ubiquitous as a means for constructing Shapely `Geometries` we assume that you provided a shape with planar edges by default.  However, if you have a shape that should be interpreted wit geodecis edges, you can set the `crs` property of the `Geometry` to `EPSG:4326`. When you do this, the `Geometry` isn't altered at all, which leads to slightly different results from a query using the same shape but with planar edges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "aoi = shape(aoi_geojson)\n",
    "aoi.crs = \"EPSG:4326\"\n",
    "orig_ports = my_ports\n",
    "ports_filter = ports.port_geom.intersects(aoi)\n",
    "my_ports = ports.filter(ports_filter)\n",
    "my_ports = my_ports[my_ports.port_name, my_ports.port_geom]\n",
    "my_ports = my_ports.execute()\n",
    "my_ports"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
